Federated learning-empowered mobile network management for 5G and beyond networks: From access to core

J Lee, F Solat, TY Kim, HV Poor - … Communications Surveys & …, 2024 - ieeexplore.ieee.org
The fifth generation (5G) and beyond wireless networks are envisioned to provide an
integrated communication and computing platform that will enable multipurpose and …

Survey on Machine Learning-Enabled Network Slicing: Covering the Entire Life Cycle

A Donatti, SL Correa, JSB Martins… - … on Network and …, 2023 - ieeexplore.ieee.org
Network slicing (NS) is becoming an essential element of service management and
orchestration in communication networks, starting from mobile cellular networks and …

A value-added IoT service for cellular networks using federated learning

AN Mian, SWH Shah, S Manzoor, A Said, K Heimerl… - Computer Networks, 2022 - Elsevier
The number of Internet-of-Things (IoT) devices is expected to reach 64 billion by 2025.
These IoT devices will mostly use cellular networks for transferring a huge amount of IoT …

Incentive Mechanism Design for Trust-Driven Resources Trading in Computing Force Networks: Contract Theory Approach

R Xie, W Wen, W Wang, Q Tang, X Duan… - … on Network and …, 2024 - ieeexplore.ieee.org
Recently, Computing Force Networks (CFNs) have emerged to deeply integrate and flexibly
schedule multi-layer, multi-domain, distributed, and heterogeneous computing force …

Scalability of distributed intelligence architecture for 6g network automation

S Majumdar, R Trivisonno… - ICC 2022-IEEE …, 2022 - ieeexplore.ieee.org
Distributed automation is expected to play a significant role in the management of 6G
networks, as it avoids the drawbacks of a single point of failure and signaling overhead …

A Contract-Based Incentive Mechanism for Resources Trading in Computing Force Networks

W Wen, L Lu, W Wang, Y Fu, Q Tang… - … 2023-2023 IEEE …, 2023 - ieeexplore.ieee.org
Recently, Computing Force Networks (CFN) is emerging to deeply integrate and flexibly
schedule multi-layer, multi-domain, distributed, and heterogeneous computing force …

Automation Industry Control Strategy Implementation through Intelligent Automation System

M Khurana, Z Alsalami, MM Deorari… - 2024 4th …, 2024 - ieeexplore.ieee.org
The mobile network evolution of this century faces an unprecedented challenge upon the
advent of 5G (fifth-generation) networks and beyond to cater to different demands on …